Welch Labs
Welch Labs is a YouTube channel focused on explaining complex topics in Deep Learning, Computer Vision, and artificial-intelligence through visual and intuitive breakdowns.
Key Contributions
- Produced high-impact educational content on foundational AI architectures and historical milestones in machine learning.
- Notable for explaining the technical nuances behind seminal research papers, such as the introduction of ResNet and the solution to the Degradation Problem in deep networks.
- Content often covers the evolution of convolutional-neural-networks (CNNs) and optimization challenges like shattered-gradients.
Selected Works
- ResNets: Solving Deep CNN Degradation and Shattered Gradients with Skip Connections
- Analyzes the 2015 breakthrough in deep learning that enabled training of significantly deeper networks.
- Explains how Skip Connections mitigate vanishing gradients and improve model performance.
- ResNets: Solving Deep CNN Degradation and Shattered Gradients with Skip Connections(https://www.youtube.com/watch?v=QgH9sr7G13Q)